{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Test PyAPS\n",
    "\n",
    "Calculate tropospheric delay from ERA-5 dataset using pyaps3."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------------------------------------\n",
      "You are using PyAPS from /Users/yunjunz/development/python/PyAPS/pyaps3/__init__.py\n",
      "------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import os\n",
    "import sys\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pyaps3 as pa\n",
    "\n",
    "print('------------------------------------------------')\n",
    "print('You are using PyAPS from %s'%pa.__file__)\n",
    "print('------------------------------------------------')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Download data from ECMWF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2019-12-18 15:54:49,669 INFO Sending request to https://cds.climate.copernicus.eu/api/v2/resources/reanalysis-era5-pressure-levels\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Testing Download Methods\n",
      "Testing ECMWF Downloads\n",
      "INFO: You are using the latest ECMWF platform for downloading datasets: https://cds.climate.copernicus.eu/api/v2\n",
      "Downloading 1 of 2: ./ECMWF/ERA-5_20140526_12.grb \n",
      "{'product_type': 'reanalysis', 'format': 'grib', 'variable': ['geopotential', 'temperature', 'specific_humidity'], 'pressure_level': ['1', '2', '3', '5', '7', '10', '20', '30', '50', '70', '100', '125', '150', '175', '200', '225', '250', '300', '350', '400', '450', '500', '550', '600', '650', '700', '750', '775', '800', '825', '850', '875', '900', '925', '950', '975', '1000'], 'year': '2014', 'month': '05', 'day': '26', 'time': '12:00', 'area': '35.00/125.00/25.00/135.00'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2019-12-18 15:54:51,075 INFO Request is completed\n",
      "2019-12-18 15:54:51,076 INFO Downloading http://136.156.132.110/cache-compute-0001/cache/data1/adaptor.mars.internal-1576342409.3018048-5081-19-9a76fde8-e0e0-4eba-9ab3-1f29cbedaf84.grib to ./ECMWF/ERA-5_20140526_12.grb (377.2K)\n",
      "2019-12-18 15:54:54,757 INFO Download rate 102.5K/s\n",
      "2019-12-18 15:54:57,134 INFO Sending request to https://cds.climate.copernicus.eu/api/v2/resources/reanalysis-era5-pressure-levels\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading 2 of 2: ./ECMWF/ERA-5_20130426_12.grb \n",
      "{'product_type': 'reanalysis', 'format': 'grib', 'variable': ['geopotential', 'temperature', 'specific_humidity'], 'pressure_level': ['1', '2', '3', '5', '7', '10', '20', '30', '50', '70', '100', '125', '150', '175', '200', '225', '250', '300', '350', '400', '450', '500', '550', '600', '650', '700', '750', '775', '800', '825', '850', '875', '900', '925', '950', '975', '1000'], 'year': '2013', 'month': '04', 'day': '26', 'time': '12:00', 'area': '35.00/125.00/25.00/135.00'}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2019-12-18 15:54:58,754 INFO Request is completed\n",
      "2019-12-18 15:54:58,755 INFO Downloading http://136.156.132.110/cache-compute-0001/cache/data1/adaptor.mars.internal-1576585889.2544336-21780-29-272f1f99-a576-4d41-8683-3a72fadbf8c1.grib to ./ECMWF/ERA-5_20130426_12.grb (377.2K)\n",
      "2019-12-18 15:54:59,769 INFO Download rate 372.5K/s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------------------------------------\n",
      "Downloads OK\n",
      "------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "print('Testing Download Methods')\n",
    "print('Testing ECMWF Downloads')\n",
    "pa.ECMWFdload(['20140526','20130426'],'12','./ECMWF', model='ERA5', snwe=(25,35,125,135))\n",
    "\n",
    "print('------------------------------------------------')\n",
    "print('Downloads OK')\n",
    "print('------------------------------------------------')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calculate tropospheric delay using PyAPS object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Testing ECMWF in Radar geometry with dem in DOUBLE format\n",
      "With Lat Lon files (ISCE)\n",
      "INFO: INCIDENCE ANGLE AS AN ARRAY\n",
      "INFO: AREA COVERAGE IN SNWE: (33.85, 30.05, 129.05, 132.45)\n",
      "PROGRESS: READING GRIB FILE\n",
      "INFO: USING PRESSURE LEVELS OF ERA-INT OR ERA-5 DATA\n",
      "INFO: IMAGE DIMENSIONS: 15 LATITUDES AND 13 LONGITUDES\n",
      "PROGRESS: INTERPOLATING FROM PRESSURE TO HEIGHT LEVELS\n",
      "PROGRESS: COMPUTING DELAY FUNCTIONS\n",
      "INFO: INCIDENCE ANGLE AS AN ARRAY\n",
      "INFO: AREA COVERAGE IN SNWE: (33.85, 30.05, 129.05, 132.45)\n",
      "PROGRESS: READING GRIB FILE\n",
      "INFO: USING PRESSURE LEVELS OF ERA-INT OR ERA-5 DATA\n",
      "INFO: IMAGE DIMENSIONS: 15 LATITUDES AND 13 LONGITUDES\n",
      "PROGRESS: INTERPOLATING FROM PRESSURE TO HEIGHT LEVELS\n",
      "PROGRESS: COMPUTING DELAY FUNCTIONS\n",
      "PROGRESS: FINE INTERPOLATION OF HEIGHT LEVELS\n",
      "PROGRESS: CREATE THE BILINEAR INTERPOLATION FUNCTION\n",
      "PROGRESS: MAPPING THE DELAY\n",
      "[============================================================]      0s /      0s \n",
      "PROGRESS: FINE INTERPOLATION OF HEIGHT LEVELS\n",
      "PROGRESS: CREATE THE BILINEAR INTERPOLATION FUNCTION\n",
      "PROGRESS: MAPPING THE DELAY\n",
      "[============================================================]      0s /      0s \n",
      "W/O Lat Lon files (ROIPAC)\n",
      "INFO: INCIDENCE ANGLE AS AN ARRAY\n",
      "INFO: AREA COVERAGE IN SNWE: (33.80, 30.11, 129.19, 132.33)\n",
      "PROGRESS: READING GRIB FILE\n",
      "INFO: USING PRESSURE LEVELS OF ERA-INT OR ERA-5 DATA\n",
      "INFO: IMAGE DIMENSIONS: 15 LATITUDES AND 13 LONGITUDES\n",
      "PROGRESS: INTERPOLATING FROM PRESSURE TO HEIGHT LEVELS\n",
      "PROGRESS: COMPUTING DELAY FUNCTIONS\n",
      "INFO: INCIDENCE ANGLE AS AN ARRAY\n",
      "INFO: AREA COVERAGE IN SNWE: (33.80, 30.11, 129.19, 132.33)\n",
      "PROGRESS: READING GRIB FILE\n",
      "INFO: USING PRESSURE LEVELS OF ERA-INT OR ERA-5 DATA\n",
      "INFO: IMAGE DIMENSIONS: 15 LATITUDES AND 13 LONGITUDES\n",
      "PROGRESS: INTERPOLATING FROM PRESSURE TO HEIGHT LEVELS\n",
      "PROGRESS: COMPUTING DELAY FUNCTIONS\n",
      "PROGRESS: FINE INTERPOLATION OF HEIGHT LEVELS\n",
      "PROGRESS: CREATE THE BILINEAR INTERPOLATION FUNCTION\n",
      "PROGRESS: MAPPING THE DELAY\n",
      "[============================================================]      0s /      0s \n",
      "PROGRESS: FINE INTERPOLATION OF HEIGHT LEVELS\n",
      "PROGRESS: CREATE THE BILINEAR INTERPOLATION FUNCTION\n",
      "PROGRESS: MAPPING THE DELAY\n",
      "[============================================================]      0s /      0s \n",
      "------------------------------------------------\n",
      "ECMWF OK\n",
      "------------------------------------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "date1, date2 = '20130426', '20140526'\n",
    "print('Testing ECMWF in Radar geometry with dem in DOUBLE format')\n",
    "\n",
    "# read geometry files\n",
    "dem = pa.utils.read_data('hgt.rdr')\n",
    "inc = pa.utils.read_data('los.rdr', dname='inc')\n",
    "\n",
    "print('With Lat Lon files (ISCE)')\n",
    "lat = pa.utils.read_data('lat.rdr')\n",
    "lon = pa.utils.read_data('lon.rdr')\n",
    "aps1 = pa.PyAPS('ECMWF/ERA-5_{}_12.grb'.format(date1), dem=dem, inc=inc, lat=lat, lon=lon, grib='ERA5', verb=True)\n",
    "aps2 = pa.PyAPS('ECMWF/ERA-5_{}_12.grb'.format(date2), dem=dem, inc=inc, lat=lat, lon=lon, grib='ERA5', verb=True)\n",
    "\n",
    "phs1 = np.zeros((aps1.ny,aps1.nx))\n",
    "phs2 = np.zeros((aps2.ny,aps2.nx))\n",
    "\n",
    "aps1.getdelay(phs1, wvl=0.056)\n",
    "aps2.getdelay(phs2, wvl=0.056)\n",
    "LLphs = phs2-phs1\n",
    "\n",
    "print('W/O Lat Lon files (ROIPAC)')\n",
    "lat2, lon2 = pa.utils.get_lat_lon('hgt.rdr.rsc')\n",
    "aps1 = pa.PyAPS('ECMWF/ERA-5_{}_12.grb'.format(date1), dem=dem, inc=inc, lat=lat2, lon=lon2, grib='ERA5', verb=True)\n",
    "aps2 = pa.PyAPS('ECMWF/ERA-5_{}_12.grb'.format(date2), dem=dem, inc=inc, lat=lat2, lon=lon2, grib='ERA5', verb=True)\n",
    "\n",
    "phs1 = np.zeros((aps1.ny,aps1.nx))\n",
    "phs2 = np.zeros((aps2.ny,aps2.nx))\n",
    "\n",
    "aps1.getdelay(phs1, wvl=0.056)\n",
    "aps2.getdelay(phs2, wvl=0.056)\n",
    "phs = phs2-phs1\n",
    "\n",
    "# plot\n",
    "disp_min = min([np.nanmin(LLphs), np.nanmin(phs)])\n",
    "disp_max = min([np.nanmax(LLphs), np.nanmax(phs)])\n",
    "fig, [ax1,ax2] = plt.subplots(num='ECMWF/ERA-5 for {}_{}'.format(date1, date2), nrows=1, ncols=2, figsize=[8, 5])\n",
    "im1 = ax1.imshow(LLphs, vmin=disp_min, vmax=disp_max)\n",
    "im2 = ax2.imshow(phs, vmin=disp_min, vmax=disp_max)\n",
    "ax1.set_title('With latlon file (ISCE)')\n",
    "ax2.set_title('W/O latlon file (ROIPAC)')\n",
    "cbar1 = fig.colorbar(im1, ax=ax1)\n",
    "cbar2 = fig.colorbar(im2, ax=ax2)\n",
    "cbar1.set_label('rad')\n",
    "cbar2.set_label('rad')\n",
    "\n",
    "print('------------------------------------------------')\n",
    "print('ECMWF OK')\n",
    "print('------------------------------------------------')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example to use PyAPS with MintPy files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Testing ECMWF/ERA-5 with MintPy geometry file\n",
      "INFO: INCIDENCE ANGLE AS AN ARRAY\n",
      "INFO: AREA COVERAGE IN SNWE: (33.86, 30.05, 129.04, 132.46)\n",
      "PROGRESS: READING GRIB FILE\n",
      "INFO: USING PRESSURE LEVELS OF ERA-INT OR ERA-5 DATA\n",
      "INFO: IMAGE DIMENSIONS: 15 LATITUDES AND 13 LONGITUDES\n",
      "PROGRESS: INTERPOLATING FROM PRESSURE TO HEIGHT LEVELS\n",
      "PROGRESS: COMPUTING DELAY FUNCTIONS\n",
      "INFO: INCIDENCE ANGLE AS AN ARRAY\n",
      "INFO: AREA COVERAGE IN SNWE: (33.86, 30.05, 129.04, 132.46)\n",
      "PROGRESS: READING GRIB FILE\n",
      "INFO: USING PRESSURE LEVELS OF ERA-INT OR ERA-5 DATA\n",
      "INFO: IMAGE DIMENSIONS: 15 LATITUDES AND 13 LONGITUDES\n",
      "PROGRESS: INTERPOLATING FROM PRESSURE TO HEIGHT LEVELS\n",
      "PROGRESS: COMPUTING DELAY FUNCTIONS\n",
      "PROGRESS: FINE INTERPOLATION OF HEIGHT LEVELS\n",
      "PROGRESS: CREATE THE BILINEAR INTERPOLATION FUNCTION\n",
      "PROGRESS: MAPPING THE DELAY\n",
      "[============================================================]      5s /      0s \n",
      "PROGRESS: FINE INTERPOLATION OF HEIGHT LEVELS\n",
      "PROGRESS: CREATE THE BILINEAR INTERPOLATION FUNCTION\n",
      "PROGRESS: MAPPING THE DELAY\n",
      "[============================================================]      5s /      0s \n",
      "------------------------------------------------\n",
      "ECMWF OK\n",
      "------------------------------------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mintpy.utils import readfile\n",
    "date1, date2 = '20130426', '20140526'\n",
    "print('Testing ECMWF/ERA-5 with MintPy geometry file')\n",
    "\n",
    "# read geometry files\n",
    "dem_file = os.path.expanduser('~/data/Kirishima/AlosAT424F620_630/mintpy/inputs/geometryRadar.h5')\n",
    "dem = readfile.read(dem_file, datasetName='height')[0]\n",
    "inc = readfile.read(dem_file, datasetName='incidenceAngle')[0]\n",
    "lat = readfile.read(dem_file, datasetName='latitude')[0]\n",
    "lon = readfile.read(dem_file, datasetName='longitude')[0]\n",
    "\n",
    "aps1 = pa.PyAPS('ECMWF/ERA-5_{}_12.grb'.format(date1), dem=dem, inc=inc, lat=lat, lon=lon, grib='ERA5', verb=True)\n",
    "aps2 = pa.PyAPS('ECMWF/ERA-5_{}_12.grb'.format(date2), dem=dem, inc=inc, lat=lat, lon=lon, grib='ERA5', verb=True)\n",
    "\n",
    "phs1 = np.zeros((aps1.ny,aps1.nx))\n",
    "phs2 = np.zeros((aps2.ny,aps2.nx))\n",
    "\n",
    "aps1.getdelay(phs1, wvl=0.056)\n",
    "aps2.getdelay(phs2, wvl=0.056)\n",
    "LLphs = phs2-phs1\n",
    "\n",
    "# plot\n",
    "fig, ax = plt.subplots(num='ECMWF/ERA-5 for {}_{}'.format(date1, date2), nrows=1, ncols=1, figsize=[4, 5])\n",
    "im = ax.imshow(LLphs)\n",
    "ax.set_title('With geometry file (MintPy)')\n",
    "cbar = fig.colorbar(im, ax=ax)\n",
    "cbar.set_label('rad')\n",
    "\n",
    "print('------------------------------------------------')\n",
    "print('ECMWF OK')\n",
    "print('------------------------------------------------')\n",
    "plt.show()"
   ]
  },
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   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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